Fabrication of Chitosan-Hydroxyapatite Coatings for Biomedical Applications
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
An electrophoretic deposition (EPD) method has been developed for the fabrication of nanocomposite hydroxyapatite (HA) - chitosan coatings. Cathodic deposits were obtained on various conductive substrates using suspensions of HA nanoparticles in chitosan solutions. The deposition yield has been studied at various deposition conditions. The method enabled the formation of coatings of different thicknesses in the range of up to 50 μm. The deposit composition and microstructure can be varied by the variation of HA concentration in the suspensions. The method enabled the deposition of HA-chitosan coatings containing Ag particles with antimicrobial properties. It was demonstrated that the composite materials can be deposited as monolayers or coatings of graded compositions. The coatings provided corrosion protection of the 316L stainless steel substrates.
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Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it